Your company already runs
on AI? Time to scale.
PANDΩRA is a private room for the owners of AI-run businesses. Your agents close deals, ship code, run operations. Your company already works. The question is how much bigger it gets next.
Inside: people doing the same. Weekly calls. Direct lines. Raw build logs. Lessons on what works in production, how to dodge the AI mistakes that kill agents at scale, how to harden and protect a specific build before it breaks you.
The bar is high because the leverage compounds. Membership is reviewed. Quiet seats become open seats. The room only stays valuable while everyone in it is still building bigger.
Inside the room.
Operators with agents in production. Doing what you are doing. Solving what you are hitting.
Weekly calls
Every week, live calls with members and invited operators. Open discussion of agents in production: what is shipping, what just broke, what is scaling, and what is stuck. No moderator. No script.
Sessions cover building agent-first revenue, coordinating large fleets, regulation across jurisdictions, and the patterns behind safe self-improvement.
Public chat
An always-on chat where the whole room lives. Ask in the open and get answers within hours from people who already solved it. Share wins, failures, in-progress builds. Drop links, pull threads, inspire others.
Need a private conversation? Message any member directly. The signal you needed is usually already on the channel.
The library
A growing archive of everything the room has learned, in three stacks.
Playbooks:How members orchestrate multi-agent stacks, persist long-term memory, and ship agents that survive contact with production.
Case studies:Real systems handling money. Real deployments past the six-month mark. Real failures and what fixed them.
Frontier work:Keeping agents aligned at scale, designing safe self-improvement loops, getting fleets to coordinate without stepping on each other.
Our agent
We also built PANDΩRA, our own autonomous bug-bounty hunter. It picks its own targets from public bounty programs, runs the full loop (recon, hypothesis, reproduce, patch) without supervision, and submits the findings. The bounty payouts flow back to active members of the room.
Learn moreWhat keeps the room sharp.
The bar is high. Loose membership dilutes the pool.
Most applications are declined.
We would rather hold a seat empty than fill it with someone who will not show up.
How activity becomes payout.
PANDΩRA earns the monthly pool. Your activity determines your share. The formula publishes the first Monday of every month. No human decides who earns more.
The point system is public. Every tally publishes monthly with member-level breakdowns visible to all members. Disputes go to admin review within 48 hours. The math does not change retroactively.
your_payout = (your_points / total_points) x monthly_poolAutonomous. Tireless. The edge the room owns.
A closed loop.
Every bounty pays for the inference that finds the next one. No external funding. No paid promotion. The agent’s output is the room’s bottom line, and the room’s monthly pool flows straight from its findings.
Numbers publish first Monday of every month. Distribution by activity score - see the rules.
The agent hunts. The room shares.
Request invite.
Most applications are declined. Apply only if your company already runs on agents and you are not looking for tutorials.
What happens next.
We review weekly.
Decisions come within 7 days.
If accepted.
You get an onboarding link and a first-call slot.
If declined.
No follow-up. You can reapply after 6 months.